Reference : XAI and philosophical work on explanation: A roadmap

	Document type :	Scientific congresses, symposiums and conference proceedings : Paper published in a journal
	Discipline(s) :	Engineering, computing & technology : Computer science
	To cite this reference:	http://hdl.handle.net/10993/53884

Title :	XAI and philosophical work on explanation: A roadmap
Language :	English
Author, co-author :	Knoks, Aleks [University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Computer Science (DCS) >]
	Raleigh, Thomas [University of Luxembourg > Faculty of Humanities, Education and Social Sciences (FHSE) > Department of Humanities (DHUM) >]
Publication date :	2022
Journal title :	Proceedings of 1st Workshop on Bias, Ethical AI, Explainability and the Role of Logic and Logic Programming
Publisher :	CEUR-WS.org
Volume :	3319
Special issue title :	Proceedings of 1st Workshop on Bias, Ethical AI, Explainability and the Role of Logic and Logic Programming
Pages :	101-106
Peer reviewed :	Yes
On invitation :	No
Audience :	International
e-ISSN :	1613-0073
Event name :	1st Workshop on Bias, Ethical AI, Explainability and the Role of Logic and Logic Programming
Event date :	2-12-2022
Event organizer :	University of Udine
Event place (city) :	Udine
Event country :	Italy
Keywords :	[en] Deep Neural Networks ; Black Box Problem ; XAI ; explanation ; understanding ; scientific models
Abstract :	[en] What Deep Neural Networks (DNNs) can do is impressive, yet they are notoriously opaque. Responding to the worries associated with this opacity, the field of XAI has produced a plethora of methods purporting to explain the workings of DNNs. Unsurprisingly, a whole host of questions revolves around the notion of explanation central to this field. This note provides a roadmap of the recent work that tackles these questions from the perspective of philosophical ideas on explanations and models in science.
Funders :	Fonds National de la Recherche - FnR
Target :	Researchers ; Students
Permalink :	http://hdl.handle.net/10993/53884
Other URL :	https://ceur-ws.org/Vol-3319/paper11.pdf
FnR project :	FnR ; FNR14776480 > Leon Van Der Torre > DELIGHT > Deontic Logic For Epistemic Rights > 01/09/2021 > 31/08/2024 > 2020

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